Dataset info
| Number of variables | 29 |
|---|---|
| Number of observations | 151924 |
| Missing cells | 0 (0.0%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 33.6 MiB |
| Average record size in memory | 232.0 B |
Variables types
| Numeric | 24 |
|---|---|
| Categorical | 3 |
| Boolean | 1 |
| Date | 0 |
| URL | 0 |
| Text (Unique) | 0 |
| Rejected | 1 |
| Unsupported | 0 |
Warnings
co-borrower_credit_score has 61734 (40.6%) zeros | Zeros |
insurance_percent has 134211 (88.3%) zeros | Zeros |
m10 is highly skewed (γ1 = 39.16526857) | Skewed |
m10 has 151351 (99.6%) zeros | Zeros |
m11 is highly skewed (γ1 = 38.84844958) | Skewed |
m11 has 151353 (99.6%) zeros | Zeros |
m12 is highly skewed (γ1 = 37.68468478) | Skewed |
m12 has 151281 (99.6%) zeros | Zeros |
m2 is highly skewed (γ1 = 32.95069434) | Skewed |
m2 has 151642 (99.8%) zeros | Zeros |
m3 is highly skewed (γ1 = 42.90379644) | Skewed |
m3 has 151676 (99.8%) zeros | Zeros |
m4 is highly skewed (γ1 = 45.46357027) | Skewed |
m4 has 151668 (99.8%) zeros | Zeros |
m5 is highly skewed (γ1 = 39.48756787) | Skewed |
m5 has 151542 (99.7%) zeros | Zeros |
m6 is highly skewed (γ1 = 42.22134397) | Skewed |
m6 has 151587 (99.8%) zeros | Zeros |
m7 is highly skewed (γ1 = 41.98089514) | Skewed |
m7 has 151510 (99.7%) zeros | Zeros |
m8 is highly skewed (γ1 = 40.26684127) | Skewed |
m8 has 151478 (99.7%) zeros | Zeros |
m9 is highly skewed (γ1 = 41.08384865) | Skewed |
m9 has 151447 (99.7%) zeros | Zeros |
number_of_borrowers is highly correlated with co-borrower_credit_score (ρ = 0.9965738849) | Rejected |
origination_date has 15051 (9.9%) zeros | Zeros |
borrower_credit_score
Numeric
| Distinct count | 223 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 769.9267134 |
|---|---|
| Minimum | 0 |
| Maximum | 840 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 689 |
| Q1 | 751 |
| Median | 782 |
| Q3 | 799 |
| 95-th percentile | 813 |
| Maximum | 840 |
| Range | 840 |
| Interquartile range | 48 |
Descriptive statistics
| Standard deviation | 42.10920696 |
|---|---|
| Coef of variation | 0.05469248726 |
| Kurtosis | 47.69930716 |
| Mean | 769.9267134 |
| MAD | 31.15845887 |
| Skewness | -3.526468102 |
| Sum | 116970346 |
| Variance | 1773.185311 |
| Memory size | 1.2 MiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 0. 240. 619.5 629.5 639.5 ... 828.5 829.5 831.5 832.5 840. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 801 | 3025 | 2.0% | |
| 809 | 2965 | 2.0% | |
| 802 | 2677 | 1.8% | |
| 808 | 2645 | 1.7% | |
| 791 | 2610 | 1.7% | |
| 800 | 2424 | 1.6% | |
| 797 | 2420 | 1.6% | |
| 790 | 2356 | 1.6% | |
| 798 | 2354 | 1.5% | |
| 804 | 2340 | 1.5% | |
| Other values (213) | 126108 | 83.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 65 | < 0.1% | |
| 480 | 1 | < 0.1% | |
| 559 | 1 | < 0.1% | |
| 619 | 1 | < 0.1% | |
| 620 | 29 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 840 | 1 | < 0.1% | |
| 839 | 1 | < 0.1% | |
| 838 | 1 | < 0.1% | |
| 835 | 1 | < 0.1% | |
| 834 | 5 | < 0.1% |
co-borrower_credit_score
Numeric
| Distinct count | 216 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 460.2785143 |
|---|---|
| Minimum | 0 |
| Maximum | 836 |
| Zeros (%) | 40.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 741 |
| Q3 | 791 |
| 95-th percentile | 812 |
| Maximum | 836 |
| Range | 836 |
| Interquartile range | 791 |
Descriptive statistics
| Standard deviation | 381.7984428 |
|---|---|
| Coef of variation | 0.8294943843 |
| Kurtosis | -1.847146868 |
| Mean | 460.2785143 |
| MAD | 374.0664253 |
| Skewness | -0.3661982584 |
| Sum | 69927353 |
| Variance | 145770.0509 |
| Memory size | 1.2 MiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 0. 310. 620.5 631.5 642.5 ... 822.5 823.5 826.5 829.5 836. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 61734 | 40.6% | |
| 801 | 2000 | 1.3% | |
| 809 | 1982 | 1.3% | |
| 808 | 1916 | 1.3% | |
| 802 | 1773 | 1.2% | |
| 791 | 1715 | 1.1% | |
| 797 | 1621 | 1.1% | |
| 790 | 1599 | 1.1% | |
| 799 | 1572 | 1.0% | |
| 796 | 1542 | 1.0% | |
| Other values (206) | 74470 | 49.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 61734 | 40.6% | |
| 620 | 9 | < 0.1% | |
| 621 | 12 | < 0.1% | |
| 622 | 10 | < 0.1% | |
| 623 | 13 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 836 | 1 | < 0.1% | |
| 834 | 2 | < 0.1% | |
| 832 | 7 | < 0.1% | |
| 831 | 2 | < 0.1% | |
| 830 | 6 | < 0.1% |
debt_to_income_ratio
Numeric
| Distinct count | 58 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 30.74714989 |
|---|---|
| Minimum | 1 |
| Maximum | 64 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 23 |
| Median | 31 |
| Q3 | 39 |
| 95-th percentile | 45 |
| Maximum | 64 |
| Range | 63 |
| Interquartile range | 16 |
Descriptive statistics
| Standard deviation | 9.729671905 |
|---|---|
| Coef of variation | 0.3164414243 |
| Kurtosis | -0.8250455102 |
| Mean | 30.74714989 |
| MAD | 8.21887546 |
| Skewness | -0.1939405534 |
| Sum | 4671230 |
| Variance | 94.66651538 |
| Memory size | 1.2 MiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 1. 2.5 4.5 6.5 7.5 ... 45.5 49.5 50.5 51.5 64. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 44 | 5460 | 3.6% | |
| 43 | 5217 | 3.4% | |
| 42 | 5143 | 3.4% | |
| 30 | 4984 | 3.3% | |
| 41 | 4979 | 3.3% | |
| 40 | 4963 | 3.3% | |
| 39 | 4960 | 3.3% | |
| 28 | 4953 | 3.3% | |
| 31 | 4944 | 3.3% | |
| 29 | 4939 | 3.3% | |
| Other values (48) | 101382 | 66.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 9 | < 0.1% | |
| 2 | 26 | < 0.1% | |
| 3 | 38 | < 0.1% | |
| 4 | 52 | < 0.1% | |
| 5 | 98 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 64 | 1 | < 0.1% | |
| 61 | 1 | < 0.1% | |
| 58 | 1 | < 0.1% | |
| 56 | 1 | < 0.1% | |
| 55 | 3 | < 0.1% |
df_index
Numeric
| Distinct count | 116058 |
|---|---|
| Unique (%) | 76.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 48562.69383 |
|---|---|
| Minimum | 0 |
| Maximum | 116057 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3798 |
| Q1 | 18990 |
| Median | 40095.5 |
| Q3 | 78076.25 |
| 95-th percentile | 108460.85 |
| Maximum | 116057 |
| Range | 116057 |
| Interquartile range | 59086.25 |
Descriptive statistics
| Standard deviation | 34245.0233 |
|---|---|
| Coef of variation | 0.7051714104 |
| Kurtosis | -1.142378432 |
| Mean | 48562.69383 |
| MAD | 29985.70903 |
| Skewness | 0.3956263101 |
| Sum | 7377838698 |
| Variance | 1172721621 |
| Memory size | 1.2 MiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 0. 35865.5 116057. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2047 | 2 | < 0.1% | |
| 26956 | 2 | < 0.1% | |
| 22858 | 2 | < 0.1% | |
| 16713 | 2 | < 0.1% | |
| 18760 | 2 | < 0.1% | |
| 12615 | 2 | < 0.1% | |
| 14662 | 2 | < 0.1% | |
| 8517 | 2 | < 0.1% | |
| 10564 | 2 | < 0.1% | |
| 4419 | 2 | < 0.1% | |
| Other values (116048) | 151904 | > 99.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 2 | < 0.1% | |
| 1 | 2 | < 0.1% | |
| 2 | 2 | < 0.1% | |
| 3 | 2 | < 0.1% | |
| 4 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 116057 | 1 | < 0.1% | |
| 116056 | 1 | < 0.1% | |
| 116055 | 1 | < 0.1% | |
| 116054 | 1 | < 0.1% | |
| 116053 | 1 | < 0.1% |
financial_institution
Numeric
| Distinct count | 19 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 6.508741213 |
|---|---|
| Minimum | 0 |
| Maximum | 18 |
| Zeros (%) | 0.4% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 8 |
| Q3 | 8 |
| 95-th percentile | 15 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range | 7 |
Descriptive statistics
| Standard deviation | 4.455992634 |
|---|---|
| Coef of variation | 0.6846166545 |
| Kurtosis | -0.2453396206 |
| Mean | 6.508741213 |
| MAD | 3.584132731 |
| Skewness | 0.4514386931 |
| Sum | 988834 |
| Variance | 19.85587035 |
| Memory size | 1.2 MiB |
Histogram with fixed size bins (bins=19)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 14.5 15.5 16.5 17.5 18. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 8 | 64861 | 42.7% | |
| 1 | 41930 | 27.6% | |
| 15 | 8969 | 5.9% | |
| 4 | 6387 | 4.2% | |
| 5 | 6163 | 4.1% | |
| 6 | 4070 | 2.7% | |
| 7 | 2712 | 1.8% | |
| 18 | 2388 | 1.6% | |
| 14 | 2376 | 1.6% | |
| 3 | 2134 | 1.4% | |
| Other values (9) | 9934 | 6.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 635 | 0.4% | |
| 1 | 41930 | 27.6% | |
| 2 | 502 | 0.3% | |
| 3 | 2134 | 1.4% | |
| 4 | 6387 | 4.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 18 | 2388 | 1.6% | |
| 17 | 867 | 0.6% | |
| 16 | 1656 | 1.1% | |
| 15 | 8969 | 5.9% | |
| 14 | 2376 | 1.6% |
first_payment_date
Numeric
| Distinct count | 8 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.533253469 |
|---|---|
| Minimum | 0 |
| Maximum | 7 |
| Zeros (%) | 0.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 2 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.694876556 |
|---|---|
| Coef of variation | 0.6690513117 |
| Kurtosis | 0.4180710848 |
| Mean | 2.533253469 |
| MAD | 1.350807818 |
| Skewness | 1.190135588 |
| Sum | 384862 |
| Variance | 2.872606541 |
| Memory size | 1.2 MiB |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) | |
| 2 | 52840 | 34.8% | |
| 1 | 47680 | 31.4% | |
| 4 | 16551 | 10.9% | |
| 3 | 15014 | 9.9% | |
| 6 | 14661 | 9.7% | |
| 7 | 4510 | 3.0% | |
| 0 | 524 | 0.3% | |
| 5 | 144 | 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 524 | 0.3% | |
| 1 | 47680 | 31.4% | |
| 2 | 52840 | 34.8% | |
| 3 | 15014 | 9.9% | |
| 4 | 16551 | 10.9% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 4510 | 3.0% | |
| 6 | 14661 | 9.7% | |
| 5 | 144 | 0.1% | |
| 4 | 16551 | 10.9% | |
| 3 | 15014 | 9.9% |
insurance_percent
Numeric
| Distinct count | 14 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.772860114 |
|---|---|
| Minimum | 0 |
| Maximum | 40 |
| Zeros (%) | 88.3% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 25 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 8.080633809 |
|---|---|
| Coef of variation | 2.914187329 |
| Kurtosis | 5.923881439 |
| Mean | 2.772860114 |
| MAD | 4.899138106 |
| Skewness | 2.753167499 |
| Sum | 421264 |
| Variance | 65.29664275 |
| Memory size | 1.2 MiB |
Histogram with fixed size bins (bins=14)
Histogram with variable size bins (bins=[ 0. 3. 9. 13.5 15.5 ... 23.5 27.5 32.5 37. 40. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 134211 | 88.3% | |
| 30 | 6690 | 4.4% | |
| 25 | 6331 | 4.2% | |
| 12 | 3249 | 2.1% | |
| 6 | 906 | 0.6% | |
| 35 | 483 | 0.3% | |
| 16 | 29 | < 0.1% | |
| 18 | 14 | < 0.1% | |
| 17 | 4 | < 0.1% | |
| 20 | 3 | < 0.1% | |
| Other values (4) | 4 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 134211 | 88.3% | |
| 6 | 906 | 0.6% | |
| 12 | 3249 | 2.1% | |
| 15 | 1 | < 0.1% | |
| 16 | 29 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 40 | 1 | < 0.1% | |
| 39 | 1 | < 0.1% | |
| 35 | 483 | 0.3% | |
| 30 | 6690 | 4.4% | |
| 25 | 6331 | 4.2% |
insurance_type
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 492 |
| Value | Count | Frequency (%) | |
| 0 | 151432 | 99.7% | |
| 1 | 492 | 0.3% |
interest_rate
Numeric
| Distinct count | 1121 |
|---|---|
| Unique (%) | 0.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.869878854 |
|---|---|
| Minimum | 2.25 |
| Maximum | 6.75 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2.25 |
|---|---|
| 5-th percentile | 3.125 |
| Q1 | 3.5 |
| Median | 3.875 |
| Q3 | 4.125 |
| 95-th percentile | 4.625 |
| Maximum | 6.75 |
| Range | 4.5 |
| Interquartile range | 0.625 |
Descriptive statistics
| Standard deviation | 0.4609075925 |
|---|---|
| Coef of variation | 0.1191012975 |
| Kurtosis | 0.1754651707 |
| Mean | 3.869878854 |
| MAD | 0.349192025 |
| Skewness | 0.04916428942 |
| Sum | 587927.475 |
| Variance | 0.2124358088 |
| Memory size | 1.2 MiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[2.25 2.5625 2.6575 2.7375 2.753 ... 5.6025 5.6575 5.72 5.8125 6.75 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 3.875 | 27645 | 18.2% | |
| 4 | 18788 | 12.4% | |
| 3.25 | 12702 | 8.4% | |
| 3.75 | 10905 | 7.2% | |
| 4.125 | 10505 | 6.9% | |
| 4.25 | 9848 | 6.5% | |
| 4.375 | 9232 | 6.1% | |
| 3.375 | 8442 | 5.6% | |
| 4.5 | 5984 | 3.9% | |
| 3.5 | 5719 | 3.8% | |
| Other values (1111) | 32154 | 21.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2.25 | 1 | < 0.1% | |
| 2.375 | 8 | < 0.1% | |
| 2.5 | 10 | < 0.1% | |
| 2.625 | 27 | < 0.1% | |
| 2.69 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6.75 | 1 | < 0.1% | |
| 6.625 | 2 | < 0.1% | |
| 6.5 | 4 | < 0.1% | |
| 6.25 | 1 | < 0.1% | |
| 6 | 4 | < 0.1% |
loan_id
Numeric
| Distinct count | 151924 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 4.197103013e+11 |
|---|---|
| Minimum | 1 |
| Maximum | 9.999970752e+11 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 7597.15 |
| Q1 | 1.158882203e+11 |
| Median | 4.103648985e+11 |
| Q3 | 7.040455953e+11 |
| 95-th percentile | 9.41045715e+11 |
| Maximum | 9.999970752e+11 |
| Range | 9.999970752e+11 |
| Interquartile range | 5.88157375e+11 |
Descriptive statistics
| Standard deviation | 3.255504408e+11 |
|---|---|
| Coef of variation | 0.7756551122 |
| Kurtosis | -1.304707718 |
| Mean | 4.197103013e+11 |
| MAD | 2.850546401e+11 |
| Skewness | 0.1253282458 |
| Sum | 6.376406781e+16 |
| Variance | 1.059830895e+23 |
| Memory size | 1.2 MiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[1.00000000e+00 3.58655000e+04 1.00003610e+11 9.99997075e+11], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 7.242013771e+11 | 1 | < 0.1% | |
| 3.205701052e+11 | 1 | < 0.1% | |
| 4.211298154e+11 | 1 | < 0.1% | |
| 9.733137421e+11 | 1 | < 0.1% | |
| 2.127150667e+11 | 1 | < 0.1% | |
| 3.461370177e+11 | 1 | < 0.1% | |
| 7.18050975e+11 | 1 | < 0.1% | |
| 5.373193844e+11 | 1 | < 0.1% | |
| 6.476632221e+11 | 1 | < 0.1% | |
| Other values (151914) | 151914 | > 99.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9.999970752e+11 | 1 | < 0.1% | |
| 9.999731575e+11 | 1 | < 0.1% | |
| 9.999506216e+11 | 1 | < 0.1% | |
| 9.999279843e+11 | 1 | < 0.1% | |
| 9.999180308e+11 | 1 | < 0.1% |
loan_purpose
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | |
| 2 |
| Value | Count | Frequency (%) | |
| 0 | 76354 | 50.3% | |
| 1 | 38580 | 25.4% | |
| 2 | 36990 | 24.3% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
loan_term
Numeric
| Distinct count | 149 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 292.4814578 |
|---|---|
| Minimum | 60 |
| Maximum | 360 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 60 |
|---|---|
| 5-th percentile | 120 |
| Q1 | 180 |
| Median | 360 |
| Q3 | 360 |
| 95-th percentile | 360 |
| Maximum | 360 |
| Range | 300 |
| Interquartile range | 180 |
Descriptive statistics
| Standard deviation | 89.65361292 |
|---|---|
| Coef of variation | 0.3065275098 |
| Kurtosis | -1.288368081 |
| Mean | 292.4814578 |
| MAD | 83.95940176 |
| Skewness | -0.6965707867 |
| Sum | 44434953 |
| Variance | 8037.77031 |
| Memory size | 1.2 MiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 60. 83.5 84.5 95. 98. ... 337. 347.5 348.5 359.5 360. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 360 | 94127 | 62.0% | |
| 180 | 37330 | 24.6% | |
| 120 | 9158 | 6.0% | |
| 240 | 8879 | 5.8% | |
| 300 | 1194 | 0.8% | |
| 96 | 226 | 0.1% | |
| 156 | 124 | 0.1% | |
| 144 | 104 | 0.1% | |
| 336 | 92 | 0.1% | |
| 324 | 59 | < 0.1% | |
| Other values (139) | 631 | 0.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 60 | 8 | < 0.1% | |
| 71 | 2 | < 0.1% | |
| 72 | 2 | < 0.1% | |
| 76 | 1 | < 0.1% | |
| 77 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 360 | 94127 | 62.0% | |
| 359 | 1 | < 0.1% | |
| 358 | 1 | < 0.1% | |
| 357 | 1 | < 0.1% | |
| 355 | 4 | < 0.1% |
loan_to_value
Numeric
| Distinct count | 93 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 67.42164503 |
|---|---|
| Minimum | 5 |
| Maximum | 97 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 57 |
| Median | 72 |
| Q3 | 80 |
| 95-th percentile | 92 |
| Maximum | 97 |
| Range | 92 |
| Interquartile range | 23 |
Descriptive statistics
| Standard deviation | 17.28106455 |
|---|---|
| Coef of variation | 0.2563133032 |
| Kurtosis | 0.08119119491 |
| Mean | 67.42164503 |
| MAD | 13.99575678 |
| Skewness | -0.7659145465 |
| Sum | 10242966 |
| Variance | 298.6351919 |
| Memory size | 1.2 MiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 5. 9.5 13.5 15.5 18.5 ... 91.5 94.5 95.5 96.5 97. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 80 | 29301 | 19.3% | |
| 75 | 10744 | 7.1% | |
| 95 | 5698 | 3.8% | |
| 70 | 4458 | 2.9% | |
| 90 | 4274 | 2.8% | |
| 79 | 3606 | 2.4% | |
| 60 | 3346 | 2.2% | |
| 74 | 3278 | 2.2% | |
| 78 | 3039 | 2.0% | |
| 72 | 2922 | 1.9% | |
| Other values (83) | 81258 | 53.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 5 | 1 | < 0.1% | |
| 6 | 6 | < 0.1% | |
| 7 | 8 | < 0.1% | |
| 8 | 13 | < 0.1% | |
| 9 | 15 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 97 | 815 | 0.5% | |
| 96 | 59 | < 0.1% | |
| 95 | 5698 | 3.8% | |
| 94 | 488 | 0.3% | |
| 93 | 470 | 0.3% |
m1
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 368 |
| 2 | 42 |
| Value | Count | Frequency (%) | |
| 0 | 151507 | 99.7% | |
| 1 | 368 | 0.2% | |
| 2 | 42 | < 0.1% | |
| 3 | 7 | < 0.1% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
m10
Numeric
| Distinct count | 12 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.006365024618 |
|---|---|
| Minimum | 0 |
| Maximum | 12 |
| Zeros (%) | 99.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.1424967343 |
|---|---|
| Coef of variation | 22.38746004 |
| Kurtosis | 2019.149222 |
| Mean | 0.006365024618 |
| MAD | 0.01268203629 |
| Skewness | 39.16526857 |
| Sum | 967 |
| Variance | 0.02030531928 |
| Memory size | 1.2 MiB |
Histogram with fixed size bins (bins=12)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 8.5 12. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 151351 | 99.6% | |
| 1 | 426 | 0.3% | |
| 2 | 63 | < 0.1% | |
| 3 | 28 | < 0.1% | |
| 4 | 18 | < 0.1% | |
| 6 | 11 | < 0.1% | |
| 5 | 9 | < 0.1% | |
| 7 | 7 | < 0.1% | |
| 8 | 5 | < 0.1% | |
| 9 | 4 | < 0.1% | |
| Other values (2) | 2 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 151351 | 99.6% | |
| 1 | 426 | 0.3% | |
| 2 | 63 | < 0.1% | |
| 3 | 28 | < 0.1% | |
| 4 | 18 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 12 | 1 | < 0.1% | |
| 11 | 1 | < 0.1% | |
| 9 | 4 | < 0.1% | |
| 8 | 5 | < 0.1% | |
| 7 | 7 | < 0.1% |
m11
Numeric
| Distinct count | 13 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.006885021458 |
|---|---|
| Minimum | 0 |
| Maximum | 13 |
| Zeros (%) | 99.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.1580873056 |
|---|---|
| Coef of variation | 22.96104762 |
| Kurtosis | 1919.391209 |
| Mean | 0.006885021458 |
| MAD | 0.01371828879 |
| Skewness | 38.84844958 |
| Sum | 1046 |
| Variance | 0.02499159619 |
| Memory size | 1.2 MiB |
Histogram with fixed size bins (bins=13)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 7.5 13. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 151353 | 99.6% | |
| 1 | 410 | 0.3% | |
| 2 | 64 | < 0.1% | |
| 3 | 29 | < 0.1% | |
| 4 | 16 | < 0.1% | |
| 5 | 15 | < 0.1% | |
| 7 | 12 | < 0.1% | |
| 6 | 10 | < 0.1% | |
| 8 | 6 | < 0.1% | |
| 9 | 4 | < 0.1% | |
| Other values (3) | 5 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 151353 | 99.6% | |
| 1 | 410 | 0.3% | |
| 2 | 64 | < 0.1% | |
| 3 | 29 | < 0.1% | |
| 4 | 16 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 13 | 1 | < 0.1% | |
| 11 | 1 | < 0.1% | |
| 10 | 3 | < 0.1% | |
| 9 | 4 | < 0.1% | |
| 8 | 6 | < 0.1% |
m12
Numeric
| Distinct count | 13 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.007892103947 |
|---|---|
| Minimum | 0 |
| Maximum | 14 |
| Zeros (%) | 99.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.1741496753 |
|---|---|
| Coef of variation | 22.06631799 |
| Kurtosis | 1799.164329 |
| Mean | 0.007892103947 |
| MAD | 0.01571740314 |
| Skewness | 37.68468478 |
| Sum | 1199 |
| Variance | 0.03032810942 |
| Memory size | 1.2 MiB |
Histogram with fixed size bins (bins=13)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 3.5 7.5 10.5 14. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 151281 | 99.6% | |
| 1 | 469 | 0.3% | |
| 2 | 58 | < 0.1% | |
| 3 | 39 | < 0.1% | |
| 6 | 18 | < 0.1% | |
| 4 | 17 | < 0.1% | |
| 7 | 11 | < 0.1% | |
| 5 | 11 | < 0.1% | |
| 8 | 7 | < 0.1% | |
| 10 | 5 | < 0.1% | |
| Other values (3) | 8 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 151281 | 99.6% | |
| 1 | 469 | 0.3% | |
| 2 | 58 | < 0.1% | |
| 3 | 39 | < 0.1% | |
| 4 | 17 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 14 | 1 | < 0.1% | |
| 11 | 3 | < 0.1% | |
| 10 | 5 | < 0.1% | |
| 9 | 4 | < 0.1% | |
| 8 | 7 | < 0.1% |
m2
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.002119480793 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros (%) | 99.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.0532827694 |
|---|---|
| Coef of variation | 25.13953869 |
| Kurtosis | 1471.553035 |
| Mean | 0.002119480793 |
| MAD | 0.004231093263 |
| Skewness | 32.95069434 |
| Sum | 322 |
| Variance | 0.002839053515 |
| Memory size | 1.2 MiB |
Histogram with fixed size bins (bins=5)
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 4. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 151642 | 99.8% | |
| 1 | 254 | 0.2% | |
| 2 | 19 | < 0.1% | |
| 3 | 6 | < 0.1% | |
| 4 | 3 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 151642 | 99.8% | |
| 1 | 254 | 0.2% | |
| 2 | 19 | < 0.1% | |
| 3 | 6 | < 0.1% | |
| 4 | 3 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4 | 3 | < 0.1% | |
| 3 | 6 | < 0.1% | |
| 2 | 19 | < 0.1% | |
| 1 | 254 | 0.2% | |
| 0 | 151642 | 99.8% |
m3
Numeric
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.001968089308 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros (%) | 99.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.05576330242 |
|---|---|
| Coef of variation | 28.33372561 |
| Kurtosis | 2608.491647 |
| Mean | 0.001968089308 |
| MAD | 0.003929753217 |
| Skewness | 42.90379644 |
| Sum | 299 |
| Variance | 0.003109545897 |
| Memory size | 1.2 MiB |
Histogram with fixed size bins (bins=6)
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 5. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 151676 | 99.8% | |
| 1 | 220 | 0.1% | |
| 2 | 15 | < 0.1% | |
| 3 | 6 | < 0.1% | |
| 4 | 4 | < 0.1% | |
| 5 | 3 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 151676 | 99.8% | |
| 1 | 220 | 0.1% | |
| 2 | 15 | < 0.1% | |
| 3 | 6 | < 0.1% | |
| 4 | 4 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 3 | < 0.1% | |
| 4 | 4 | < 0.1% | |
| 3 | 6 | < 0.1% | |
| 2 | 15 | < 0.1% | |
| 1 | 220 | 0.1% |
m4
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.002139227508 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros (%) | 99.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.06148362155 |
|---|---|
| Coef of variation | 28.74103914 |
| Kurtosis | 2919.835905 |
| Mean | 0.002139227508 |
| MAD | 0.004271245593 |
| Skewness | 45.46357027 |
| Sum | 325 |
| Variance | 0.003780235718 |
| Memory size | 1.2 MiB |
Histogram with fixed size bins (bins=7)
Histogram with variable size bins (bins=[0. 0.5 1.5 3.5 6. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 151668 | 99.8% | |
| 1 | 220 | 0.1% | |
| 2 | 18 | < 0.1% | |
| 3 | 9 | < 0.1% | |
| 4 | 5 | < 0.1% | |
| 6 | 2 | < 0.1% | |
| 5 | 2 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 151668 | 99.8% | |
| 1 | 220 | 0.1% | |
| 2 | 18 | < 0.1% | |
| 3 | 9 | < 0.1% | |
| 4 | 5 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 2 | < 0.1% | |
| 5 | 2 | < 0.1% | |
| 4 | 5 | < 0.1% | |
| 3 | 9 | < 0.1% | |
| 2 | 18 | < 0.1% |
m5
Numeric
| Distinct count | 8 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.003337194913 |
|---|---|
| Minimum | 0 |
| Maximum | 7 |
| Zeros (%) | 99.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.0802054671 |
|---|---|
| Coef of variation | 24.0337976 |
| Kurtosis | 2224.819399 |
| Mean | 0.003337194913 |
| MAD | 0.00665760764 |
| Skewness | 39.48756787 |
| Sum | 507 |
| Variance | 0.006432916953 |
| Memory size | 1.2 MiB |
Histogram with fixed size bins (bins=8)
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 7. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 151542 | 99.7% | |
| 1 | 315 | 0.2% | |
| 2 | 39 | < 0.1% | |
| 3 | 13 | < 0.1% | |
| 4 | 6 | < 0.1% | |
| 5 | 5 | < 0.1% | |
| 7 | 2 | < 0.1% | |
| 6 | 2 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 151542 | 99.7% | |
| 1 | 315 | 0.2% | |
| 2 | 39 | < 0.1% | |
| 3 | 13 | < 0.1% | |
| 4 | 6 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 7 | 2 | < 0.1% | |
| 6 | 2 | < 0.1% | |
| 5 | 5 | < 0.1% | |
| 4 | 6 | < 0.1% | |
| 3 | 13 | < 0.1% |
m6
Numeric
| Distinct count | 9 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.003172638951 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros (%) | 99.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.08315344108 |
|---|---|
| Coef of variation | 26.20955059 |
| Kurtosis | 2445.116944 |
| Mean | 0.003172638951 |
| MAD | 0.006331202715 |
| Skewness | 42.22134397 |
| Sum | 482 |
| Variance | 0.006914494764 |
| Memory size | 1.2 MiB |
Histogram with fixed size bins (bins=9)
Histogram with variable size bins (bins=[0. 0.5 1.5 3.5 4.5 8. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 151587 | 99.8% | |
| 1 | 267 | 0.2% | |
| 2 | 31 | < 0.1% | |
| 3 | 20 | < 0.1% | |
| 4 | 10 | < 0.1% | |
| 5 | 4 | < 0.1% | |
| 6 | 3 | < 0.1% | |
| 8 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 151587 | 99.8% | |
| 1 | 267 | 0.2% | |
| 2 | 31 | < 0.1% | |
| 3 | 20 | < 0.1% | |
| 4 | 10 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 8 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 6 | 3 | < 0.1% | |
| 5 | 4 | < 0.1% | |
| 4 | 10 | < 0.1% |
m7
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.003975672047 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros (%) | 99.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.09774881935 |
|---|---|
| Coef of variation | 24.58674111 |
| Kurtosis | 2397.358639 |
| Mean | 0.003975672047 |
| MAD | 0.007929676309 |
| Skewness | 41.98089514 |
| Sum | 604 |
| Variance | 0.009554831685 |
| Memory size | 1.2 MiB |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 5.5 9. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 151510 | 99.7% | |
| 1 | 333 | 0.2% | |
| 2 | 35 | < 0.1% | |
| 3 | 17 | < 0.1% | |
| 4 | 12 | < 0.1% | |
| 5 | 8 | < 0.1% | |
| 6 | 4 | < 0.1% | |
| 7 | 3 | < 0.1% | |
| 9 | 1 | < 0.1% | |
| 8 | 1 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 151510 | 99.7% | |
| 1 | 333 | 0.2% | |
| 2 | 35 | < 0.1% | |
| 3 | 17 | < 0.1% | |
| 4 | 12 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 9 | 1 | < 0.1% | |
| 8 | 1 | < 0.1% | |
| 7 | 3 | < 0.1% | |
| 6 | 4 | < 0.1% | |
| 5 | 8 | < 0.1% |
m8
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.004554909033 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros (%) | 99.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.1086931248 |
|---|---|
| Coef of variation | 23.86285301 |
| Kurtosis | 2201.81927 |
| Mean | 0.004554909033 |
| MAD | 0.009083074571 |
| Skewness | 40.26684127 |
| Sum | 692 |
| Variance | 0.01181419537 |
| Memory size | 1.2 MiB |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 6.5 10. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 151478 | 99.7% | |
| 1 | 335 | 0.2% | |
| 2 | 59 | < 0.1% | |
| 3 | 15 | < 0.1% | |
| 4 | 14 | < 0.1% | |
| 5 | 11 | < 0.1% | |
| 6 | 6 | < 0.1% | |
| 7 | 4 | < 0.1% | |
| 10 | 1 | < 0.1% | |
| 9 | 1 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 151478 | 99.7% | |
| 1 | 335 | 0.2% | |
| 2 | 59 | < 0.1% | |
| 3 | 15 | < 0.1% | |
| 4 | 14 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 10 | 1 | < 0.1% | |
| 9 | 1 | < 0.1% | |
| 7 | 4 | < 0.1% | |
| 6 | 6 | < 0.1% | |
| 5 | 11 | < 0.1% |
m9
Numeric
| Distinct count | 11 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.005114399305 |
|---|---|
| Minimum | 0 |
| Maximum | 11 |
| Zeros (%) | 99.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.1221025806 |
|---|---|
| Coef of variation | 23.874276 |
| Kurtosis | 2252.748849 |
| Mean | 0.005114399305 |
| MAD | 0.01019668297 |
| Skewness | 41.08384865 |
| Sum | 777 |
| Variance | 0.01490904018 |
| Memory size | 1.2 MiB |
Histogram with fixed size bins (bins=11)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 3.5 7.5 11. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 151447 | 99.7% | |
| 1 | 358 | 0.2% | |
| 2 | 49 | < 0.1% | |
| 3 | 30 | < 0.1% | |
| 5 | 11 | < 0.1% | |
| 4 | 10 | < 0.1% | |
| 6 | 8 | < 0.1% | |
| 7 | 5 | < 0.1% | |
| 8 | 4 | < 0.1% | |
| 11 | 1 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 151447 | 99.7% | |
| 1 | 358 | 0.2% | |
| 2 | 49 | < 0.1% | |
| 3 | 30 | < 0.1% | |
| 4 | 10 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 11 | 1 | < 0.1% | |
| 10 | 1 | < 0.1% | |
| 8 | 4 | < 0.1% | |
| 7 | 5 | < 0.1% | |
| 6 | 8 | < 0.1% |
number_of_borrowers
Highly correlated
This variable is highly correlated with co-borrower_credit_score and should be ignored for analysis
| Correlation | 0.9965738849 |
|---|
origination_date
Numeric
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.99476712 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros (%) | 9.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| Median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.443126178 |
|---|---|
| Coef of variation | 0.4818826038 |
| Kurtosis | -0.3214225579 |
| Mean | 2.99476712 |
| MAD | 1.082163681 |
| Skewness | -0.80553738 |
| Sum | 454977 |
| Variance | 2.082613165 |
| Memory size | 1.2 MiB |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 4 | 52334 | 34.4% | |
| 3 | 49093 | 32.3% | |
| 1 | 16423 | 10.8% | |
| 0 | 15051 | 9.9% | |
| 5 | 14631 | 9.6% | |
| 2 | 4392 | 2.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 15051 | 9.9% | |
| 1 | 16423 | 10.8% | |
| 2 | 4392 | 2.9% | |
| 3 | 49093 | 32.3% | |
| 4 | 52334 | 34.4% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 14631 | 9.6% | |
| 4 | 52334 | 34.4% | |
| 3 | 49093 | 32.3% | |
| 2 | 4392 | 2.9% | |
| 1 | 16423 | 10.8% |
source
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | |
| 2 |
| Value | Count | Frequency (%) | |
| 0 | 83572 | 55.0% | |
| 1 | 49207 | 32.4% | |
| 2 | 19145 | 12.6% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
unpaid_principal_bal
Numeric
| Distinct count | 660 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 208117.3021 |
|---|---|
| Minimum | 11000 |
| Maximum | 1200000 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 11000 |
|---|---|
| 5-th percentile | 65000 |
| Q1 | 120000 |
| Median | 182000 |
| Q3 | 278000 |
| 95-th percentile | 417000 |
| Maximum | 1200000 |
| Range | 1189000 |
| Interquartile range | 158000 |
Descriptive statistics
| Standard deviation | 114655.7805 |
|---|---|
| Coef of variation | 0.5509190219 |
| Kurtosis | 0.5661005638 |
| Mean | 208117.3021 |
| MAD | 92682.3322 |
| Skewness | 0.9004530763 |
| Sum | 3.1618013e+10 |
| Variance | 1.3145948e+10 |
| Memory size | 1.2 MiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 11000. 17500. 23500. 29500. 30500. ... 624500. 628000. 724000. 858500. 1200000.], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 417000 | 3530 | 2.3% | |
| 100000 | 1847 | 1.2% | |
| 200000 | 1726 | 1.1% | |
| 150000 | 1587 | 1.0% | |
| 120000 | 1210 | 0.8% | |
| 140000 | 1137 | 0.7% | |
| 160000 | 1109 | 0.7% | |
| 300000 | 1106 | 0.7% | |
| 180000 | 1097 | 0.7% | |
| 125000 | 990 | 0.7% | |
| Other values (650) | 136585 | 89.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 11000 | 1 | < 0.1% | |
| 14000 | 5 | < 0.1% | |
| 15000 | 5 | < 0.1% | |
| 16000 | 4 | < 0.1% | |
| 17000 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1200000 | 1 | < 0.1% | |
| 968000 | 1 | < 0.1% | |
| 915000 | 1 | < 0.1% | |
| 802000 | 4 | < 0.1% | |
| 800000 | 2 | < 0.1% |
First rows
| borrower_credit_score | co-borrower_credit_score | debt_to_income_ratio | df_index | financial_institution | first_payment_date | insurance_percent | insurance_type | interest_rate | loan_id | loan_purpose | loan_term | loan_to_value | m1 | m10 | m11 | m12 | m2 | m3 | m4 | m5 | m6 | m7 | m8 | m9 | number_of_borrowers | origination_date | source | unpaid_principal_bal | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 694.0 | 0.0 | 22.0 | 0 | 18 | 3 | 30.0 | 0 | 4.250 | 268055008619 | 2 | 360 | 95 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1.0 | 5 | 2 | 214000 |
| 1 | 697.0 | 0.0 | 44.0 | 1 | 15 | 1 | 0.0 | 0 | 4.875 | 672831657627 | 1 | 360 | 72 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1.0 | 3 | 1 | 144000 |
| 2 | 780.0 | 0.0 | 33.0 | 2 | 17 | 1 | 0.0 | 0 | 3.250 | 742515242108 | 1 | 180 | 49 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1.0 | 3 | 2 | 366000 |
| 3 | 633.0 | 638.0 | 44.0 | 3 | 8 | 2 | 0.0 | 0 | 4.750 | 601385667462 | 1 | 360 | 46 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2.0 | 4 | 0 | 135000 |
| 4 | 681.0 | 0.0 | 43.0 | 4 | 8 | 2 | 0.0 | 0 | 4.750 | 273870029961 | 2 | 360 | 80 | 0 | 9 | 10 | 11 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 1.0 | 4 | 0 | 124000 |
| 5 | 675.0 | 0.0 | 46.0 | 5 | 1 | 2 | 0.0 | 0 | 4.375 | 769060024464 | 2 | 360 | 80 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1.0 | 4 | 1 | 150000 |
| 6 | 723.0 | 0.0 | 44.0 | 6 | 8 | 2 | 30.0 | 0 | 4.000 | 148071614687 | 2 | 360 | 95 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1.0 | 4 | 0 | 59000 |
| 7 | 652.0 | 0.0 | 45.0 | 7 | 1 | 1 | 0.0 | 0 | 4.500 | 853383953266 | 0 | 300 | 62 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1.0 | 3 | 1 | 319000 |
| 8 | 808.0 | 0.0 | 35.0 | 8 | 1 | 3 | 0.0 | 0 | 4.000 | 423590072335 | 2 | 360 | 76 | 0 | 2 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 1.0 | 5 | 0 | 520000 |
| 9 | 702.0 | 700.0 | 41.0 | 9 | 8 | 1 | 30.0 | 0 | 4.000 | 308990846816 | 0 | 360 | 95 | 0 | 1 | 2 | 2 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 2.0 | 3 | 0 | 214000 |
Last rows
| borrower_credit_score | co-borrower_credit_score | debt_to_income_ratio | df_index | financial_institution | first_payment_date | insurance_percent | insurance_type | interest_rate | loan_id | loan_purpose | loan_term | loan_to_value | m1 | m10 | m11 | m12 | m2 | m3 | m4 | m5 | m6 | m7 | m8 | m9 | number_of_borrowers | origination_date | source | unpaid_principal_bal | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 151914 | 803.0 | 799.0 | 38.0 | 35856 | 8 | 6 | 0.0 | 0 | 4.250 | 35857 | 2 | 360 | 73 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2.0 | 0 | 0 | 240000 |
| 151915 | 776.0 | 0.0 | 22.0 | 35857 | 1 | 7 | 0.0 | 0 | 4.000 | 35858 | 1 | 360 | 80 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1.0 | 1 | 0 | 304000 |
| 151916 | 764.0 | 0.0 | 44.0 | 35858 | 1 | 4 | 0.0 | 0 | 4.125 | 35859 | 0 | 180 | 64 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1.0 | 1 | 0 | 79000 |
| 151917 | 698.0 | 0.0 | 45.0 | 35859 | 8 | 6 | 0.0 | 0 | 4.000 | 35860 | 1 | 360 | 64 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1.0 | 0 | 0 | 237000 |
| 151918 | 791.0 | 781.0 | 24.0 | 35860 | 1 | 4 | 0.0 | 0 | 3.250 | 35861 | 0 | 180 | 80 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2.0 | 1 | 1 | 226000 |
| 151919 | 684.0 | 712.0 | 30.0 | 35861 | 8 | 4 | 0.0 | 0 | 4.125 | 35862 | 2 | 240 | 80 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2.0 | 0 | 0 | 232000 |
| 151920 | 812.0 | 0.0 | 30.0 | 35862 | 4 | 6 | 0.0 | 0 | 3.375 | 35863 | 1 | 180 | 80 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1.0 | 0 | 2 | 204000 |
| 151921 | 624.0 | 646.0 | 38.0 | 35863 | 1 | 4 | 0.0 | 0 | 4.250 | 35864 | 1 | 360 | 52 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2.0 | 1 | 0 | 200000 |
| 151922 | 753.0 | 0.0 | 34.0 | 35864 | 4 | 4 | 0.0 | 0 | 4.375 | 35865 | 0 | 360 | 66 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1.0 | 1 | 1 | 400000 |
| 151923 | 0.0 | 0.0 | 3.0 | 35865 | 8 | 4 | 0.0 | 0 | 4.375 | 35866 | 2 | 360 | 70 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1.0 | 1 | 0 | 182000 |